total factor productivity growth for crops, ruminants and non-ruminant livestock, on a global basis. We then follow with … suggest that most regions in the sample are likely to experience larger productivity gains in livestock than in crops. Within … livestock, the non-ruminant sector is expected to continue to be more dynamic than the ruminant sector. Given the rapid rates of …